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Evaluating impact of human errors on the availability of data storage systems
Kishani, M ; Sharif University of Technology | 2017
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- Type of Document: Article
- DOI: 10.23919/DATE.2017.7927007
- Publisher: Institute of Electrical and Electronics Engineers Inc , 2017
- Abstract:
- In this paper, we investigate the effect of incorrect disk replacement service on the availability of data storage systems. To this end, we first conduct Monte Carlo simulations to evaluate the availability of disk subsystem by considering disk failures and incorrect disk replacement service. We also propose a Markov model that corroborates the Monte Carlo simulation results. We further extend the proposed model to consider the effect of automatic disk fail-over policy. The results obtained by the proposed model show that overlooking the impact of incorrect disk replacement can result up to three orders of magnitude unavailability underestimation. Moreover, this study suggests that by considering the effect of human errors, the conventional believes about the dependability of different RAID mechanisms should be revised. The results show that in the presence of human errors, RAID1 can result in lower availability compared to RAID5. © 2017 IEEE
- Keywords:
- Availability ; Data storage equipment ; Digital storage ; Errors ; Intelligent systems ; Markov processes ; Data storage systems ; Disk failure ; Disk replacement ; Human errors ; Markov model ; Three orders of magnitude ; Monte Carlo methods
- Source: 20th Design, Automation and Test in Europe, DATE 2017, 27 March 2017 through 31 March 2017 ; 2017 , Pages 314-317 ; 9783981537093 (ISBN)
- URL: https://ieeexplore.ieee.org/document/7927007